{
 "cells": [
  {
   "attachments": {
    "mrs_example.png": {
     "image/png": 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"
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A simple doc for the `laspec.mrs` module\n",
    "\n",
    "How to install?\n",
    "- for the latest stable version: `pip install -U laspec`\n",
    "- for the latest github version: `pip install -U git+git://github.com/hypergravity/laspec`\n",
    "\n",
    "The module structure:\n",
    "1. `laspec.mrs.MrsSpec`: MRS spectrum class, e.g., a B band or R band spectrum\n",
    "1. `laspec.mrs.MrsEpoch`: MRS epoch spectrum, e.g., B + R sepctrum\n",
    "1. `laspec.mrs.MrsFits(astropy.io.fits.HDUList)`: MRS fits, e.g., read an MRS fits file\n",
    "1. `laspec.mrs.MrsSource(numpy.ndarray)`: MRS source class, e.g., a source has multiple epoch spectra\n",
    "\n",
    "**mrs** module structure|example\n",
    ":-:|:-:\n",
    "![mrs_mind.png](attachment:mrs_mind.png)|![mrs_example.png](attachment:mrs_example.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. grab a set of test fits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['./KIC8098300/DR6_medium/med-58268-HIP95119KP01_sp12-076.fits.gz',\n",
       " './KIC8098300/DR6_medium/med-58269-HIP95119KP01_sp12-076.fits.gz',\n",
       " './KIC8098300/DR6_medium/med-58270-HIP95119KP01_sp12-076.fits.gz',\n",
       " './KIC8098300/DR7_medium/med-58625-TD192102N424113K01_sp12-076.fits.gz',\n",
       " './KIC8098300/DR7_medium/med-58644-TD192102N424113K01_sp12-076.fits.gz',\n",
       " './KIC8098300/DR7_medium/med-58646-TD192102N424113K01_sp12-076.fits.gz',\n",
       " './KIC8098300/DR7_medium/med-58649-TD193637N444141K01_sp10-159.fits.gz']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%pylab inline\n",
    "rcParams.update({\"font.size\":20})\n",
    "import glob\n",
    "import os\n",
    "os.chdir(\"/Users/cham/PycharmProjects/laspec/laspec/data/\")\n",
    "fps = glob.glob(\"./KIC8098300/*/med*.fits.gz\")\n",
    "fps.sort()\n",
    "fps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1/4 `laspec.mrs.MrsSpec`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filename: ./KIC8098300/DR7_medium/med-58625-TD192102N424113K01_sp12-076.fits.gz\n",
      "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
      "  0  Information    1 PrimaryHDU      91   ()      \n",
      "  1  COADD_B       1 BinTableHDU     31   4156R x 5C   [E, E, E, I, I]   \n",
      "  2  COADD_R       1 BinTableHDU     31   3800R x 5C   [E, E, E, I, I]   \n",
      "  3  B-84420148    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
      "  4  B-84420171    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
      "  5  B-84420195    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
      "  6  R-84420148    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
      "  7  R-84420171    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
      "  8  R-84420195    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n"
     ]
    }
   ],
   "source": [
    "# open fits\n",
    "from astropy.io import fits\n",
    "hdulist = fits.open(fps[3])\n",
    "hdulist.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<MrsSpec name=B-84420171 snr=16.3>\n",
      "B-84420171\n",
      "84420171\n",
      "16.27\n",
      "1200.0\n",
      "{}\n",
      "[4898.0415 4898.171  4898.297  ... 5388.983  5389.09   5389.1934] [250.91136 514.41    402.4528  ... 404.27078 519.9978  591.60596]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe8e071ffd0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from laspec import mrs\n",
    "\n",
    "# initiate a MrsSpec from an HDU\n",
    "ms = mrs.MrsSpec.from_hdu(hdulist[4])\n",
    "\n",
    "# the attributes\n",
    "print(ms)  \n",
    "print(ms.name)\n",
    "print(ms.lmjm)\n",
    "print(ms.snr)\n",
    "print(ms.exptime)\n",
    "print(ms.norm_kwargs)\n",
    "print(ms.wave, ms.flux)\n",
    "\n",
    "# normalize spectrum\n",
    "ms.normalize(norm_type=\"spline\", niter=3) \n",
    "\n",
    "# plot\n",
    "plot(ms.wave, ms.flux)\n",
    "plot(ms.wave, ms.flux_cont)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2/4 `laspec.mrs.MrsEpoch`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<MrsSpec name=B-84420171 snr=16.3> <MrsSpec name=R-84420171 snr=28.4>\n"
     ]
    }
   ],
   "source": [
    "msB = mrs.MrsSpec.from_hdu(hdulist[4])\n",
    "msR = mrs.MrsSpec.from_hdu(hdulist[7])\n",
    "print(msB, msR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[MrsEpoch epoch=-1 nspec=2]\n",
      "<MrsSpec name=B-84420171 snr=16.3>\n",
      "<MrsSpec name=R-84420171 snr=28.4>\n"
     ]
    }
   ],
   "source": [
    "# initiate an MrsEpoch\n",
    "me = mrs.MrsEpoch([msB, msR],norm_type=\"spline\", niter=3)\n",
    "print(me)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe8c03d3c40>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# access to wavelength and flux\n",
    "plot(me.wave_B, me.flux_B)\n",
    "plot(me.wave_R, me.flux_R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe8d24ac970>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# access to combined wavelength and flux\n",
    "plot(me.wave, me.flux_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3/4 `laspec.mrs.MrsFits`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "No.    Name      Ver    Type      Cards   Dimensions   Format\n",
       "  0  Information    1 PrimaryHDU      91   ()      \n",
       "  1  COADD_B       1 BinTableHDU     31   4156R x 5C   [E, E, E, I, I]   \n",
       "  2  COADD_R       1 BinTableHDU     31   3800R x 5C   [E, E, E, I, I]   \n",
       "  3  B-84420148    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
       "  4  B-84420171    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
       "  5  B-84420195    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
       "  6  R-84420148    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
       "  7  R-84420171    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   \n",
       "  8  R-84420195    1 BinTableHDU     30   4136R x 4C   [E, E, E, I]   "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# initiate and MrsFits from a file path fps[3]\n",
    "mf = mrs.MrsFits(fps[3]) \n",
    "mf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<MrsSpec name=B-84420195 snr=3.5>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe900c3f820>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get an spectrum via (lmjm, band)\n",
    "ms = mf.get_one_spec(lmjm=84420195, band=\"B\")\n",
    "print(ms)\n",
    "plot(ms.wave, ms.flux)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[MrsEpoch epoch=84420195 nspec=2]\n",
       "<MrsSpec name=B-84420195 snr=3.5>\n",
       "<MrsSpec name=R-84420195 snr=4.2>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get and epoch (B+R)\n",
    "me = mf.get_one_epoch(lmjm=84420195)\n",
    "me"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[[MrsEpoch epoch=84420148 nspec=2]\n",
       " <MrsSpec name=B-84420148 snr=12.9>\n",
       " <MrsSpec name=R-84420148 snr=23.3>,\n",
       " [MrsEpoch epoch=84420171 nspec=2]\n",
       " <MrsSpec name=B-84420171 snr=16.3>\n",
       " <MrsSpec name=R-84420171 snr=28.4>,\n",
       " [MrsEpoch epoch=84420195 nspec=2]\n",
       " <MrsSpec name=B-84420195 snr=3.5>\n",
       " <MrsSpec name=R-84420195 snr=4.2>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get all epochs\n",
    "mes = mf.get_all_epochs()\n",
    "mes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<MrsSpec name=B-84420148 snr=12.9>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mrs.MrsSpec.from_hdu(mf[3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4/4 `laspec.mrs.MrsSource`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58268-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58269-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58269-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58269-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58269-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58269-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58270-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58270-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58270-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58270-HIP95119KP01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58625-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58644-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58644-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58644-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58644-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58646-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58646-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58646-TD192102N424113K01_sp12-076.fits!\n",
      "Keywords DATE-* not found from file med-58649-TD193637N444141K01_sp10-159.fits!\n",
      "Keywords DATE-* not found from file med-58649-TD193637N444141K01_sp10-159.fits!\n",
      "Keywords DATE-* not found from file med-58649-TD193637N444141K01_sp10-159.fits!\n",
      "Keywords DATE-* not found from file med-58649-TD193637N444141K01_sp10-159.fits!\n",
      "[[MrsEpoch epoch=83906016 nspec=2]\n",
      "<MrsSpec name=B-83906016 snr=0.0>\n",
      "<MrsSpec name=R-83906016 snr=0.0>\n",
      " [MrsEpoch epoch=83906030 nspec=2]\n",
      "<MrsSpec name=B-83906030 snr=0.0>\n",
      "<MrsSpec name=R-83906030 snr=0.4>\n",
      " [MrsEpoch epoch=83906043 nspec=2]\n",
      "<MrsSpec name=B-83906043 snr=0.1>\n",
      "<MrsSpec name=R-83906043 snr=0.7>\n",
      " [MrsEpoch epoch=83906056 nspec=2]\n",
      "<MrsSpec name=B-83906056 snr=0.0>\n",
      "<MrsSpec name=R-83906056 snr=0.3>\n",
      " [MrsEpoch epoch=83906070 nspec=2]\n",
      "<MrsSpec name=B-83906070 snr=0.0>\n",
      "<MrsSpec name=R-83906070 snr=0.2>\n",
      " [MrsEpoch epoch=83906084 nspec=2]\n",
      "<MrsSpec name=B-83906084 snr=0.0>\n",
      "<MrsSpec name=R-83906084 snr=0.1>\n",
      " [MrsEpoch epoch=83906097 nspec=2]\n",
      "<MrsSpec name=B-83906097 snr=0.0>\n",
      "<MrsSpec name=R-83906097 snr=0.1>\n",
      " [MrsEpoch epoch=83906114 nspec=2]\n",
      "<MrsSpec name=B-83906114 snr=0.0>\n",
      "<MrsSpec name=R-83906114 snr=0.0>\n",
      " [MrsEpoch epoch=83906128 nspec=2]\n",
      "<MrsSpec name=B-83906128 snr=0.0>\n",
      "<MrsSpec name=R-83906128 snr=0.0>\n",
      " [MrsEpoch epoch=83907478 nspec=2]\n",
      "<MrsSpec name=B-83907478 snr=0.2>\n",
      "<MrsSpec name=R-83907478 snr=0.0>\n",
      " [MrsEpoch epoch=83907498 nspec=2]\n",
      "<MrsSpec name=B-83907498 snr=0.0>\n",
      "<MrsSpec name=R-83907498 snr=0.2>\n",
      " [MrsEpoch epoch=83907517 nspec=2]\n",
      "<MrsSpec name=B-83907517 snr=0.0>\n",
      "<MrsSpec name=R-83907517 snr=0.3>\n",
      " [MrsEpoch epoch=83907535 nspec=2]\n",
      "<MrsSpec name=B-83907535 snr=0.1>\n",
      "<MrsSpec name=R-83907535 snr=0.4>\n",
      " [MrsEpoch epoch=83907554 nspec=2]\n",
      "<MrsSpec name=B-83907554 snr=0.0>\n",
      "<MrsSpec name=R-83907554 snr=0.1>\n",
      " [MrsEpoch epoch=83908922 nspec=2]\n",
      "<MrsSpec name=B-83908922 snr=25.9>\n",
      "<MrsSpec name=R-83908922 snr=41.2>\n",
      " [MrsEpoch epoch=83908945 nspec=2]\n",
      "<MrsSpec name=B-83908945 snr=29.1>\n",
      "<MrsSpec name=R-83908945 snr=47.9>\n",
      " [MrsEpoch epoch=83908969 nspec=2]\n",
      "<MrsSpec name=B-83908969 snr=17.9>\n",
      "<MrsSpec name=R-83908969 snr=27.8>\n",
      " [MrsEpoch epoch=83908992 nspec=2]\n",
      "<MrsSpec name=B-83908992 snr=27.1>\n",
      "<MrsSpec name=R-83908992 snr=44.7>\n",
      " [MrsEpoch epoch=84420148 nspec=2]\n",
      "<MrsSpec name=B-84420148 snr=12.9>\n",
      "<MrsSpec name=R-84420148 snr=23.3>\n",
      " [MrsEpoch epoch=84420171 nspec=2]\n",
      "<MrsSpec name=B-84420171 snr=16.3>\n",
      "<MrsSpec name=R-84420171 snr=28.4>\n",
      " [MrsEpoch epoch=84420195 nspec=2]\n",
      "<MrsSpec name=B-84420195 snr=3.5>\n",
      "<MrsSpec name=R-84420195 snr=4.2>\n",
      " [MrsEpoch epoch=84447441 nspec=2]\n",
      "<MrsSpec name=B-84447441 snr=22.1>\n",
      "<MrsSpec name=R-84447441 snr=35.5>\n",
      " [MrsEpoch epoch=84447465 nspec=2]\n",
      "<MrsSpec name=B-84447465 snr=23.4>\n",
      "<MrsSpec name=R-84447465 snr=38.0>\n",
      " [MrsEpoch epoch=84447488 nspec=2]\n",
      "<MrsSpec name=B-84447488 snr=21.6>\n",
      "<MrsSpec name=R-84447488 snr=35.3>\n",
      " [MrsEpoch epoch=84447511 nspec=2]\n",
      "<MrsSpec name=B-84447511 snr=23.2>\n",
      "<MrsSpec name=R-84447511 snr=36.6>\n",
      " [MrsEpoch epoch=84450349 nspec=2]\n",
      "<MrsSpec name=B-84450349 snr=11.1>\n",
      "<MrsSpec name=R-84450349 snr=22.3>\n",
      " [MrsEpoch epoch=84450372 nspec=2]\n",
      "<MrsSpec name=B-84450372 snr=13.1>\n",
      "<MrsSpec name=R-84450372 snr=24.2>\n",
      " [MrsEpoch epoch=84450405 nspec=2]\n",
      "<MrsSpec name=B-84450405 snr=11.6>\n",
      "<MrsSpec name=R-84450405 snr=22.4>\n",
      " [MrsEpoch epoch=84454650 nspec=2]\n",
      "<MrsSpec name=B-84454650 snr=38.5>\n",
      "<MrsSpec name=R-84454650 snr=66.5>\n",
      " [MrsEpoch epoch=84454696 nspec=2]\n",
      "<MrsSpec name=B-84454696 snr=38.5>\n",
      "<MrsSpec name=R-84454696 snr=64.0>\n",
      " [MrsEpoch epoch=84454719 nspec=2]\n",
      "<MrsSpec name=B-84454719 snr=41.7>\n",
      "<MrsSpec name=R-84454719 snr=68.5>\n",
      " [MrsEpoch epoch=84454742 nspec=2]\n",
      "<MrsSpec name=B-84454742 snr=39.3>\n",
      "<MrsSpec name=R-84454742 snr=64.6>]\n"
     ]
    }
   ],
   "source": [
    "# initiate MrsSource from a list of file paths fps\n",
    "msrc = mrs.MrsSource.read(fps)\n",
    "msrc.normalize(norm_type=\"spline\", niter=3)\n",
    "print(msrc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe900c94430>,\n",
       " <matplotlib.lines.Line2D at 0x7fe900c94490>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# access to snr and epoch\n",
    "plot(msrc.epoch, msrc.snr, \"s-\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MrsSource([[MrsEpoch epoch=83908922 nspec=2]\n",
       "<MrsSpec name=B-83908922 snr=25.9>\n",
       "<MrsSpec name=R-83908922 snr=41.2>,\n",
       "           [MrsEpoch epoch=83908945 nspec=2]\n",
       "<MrsSpec name=B-83908945 snr=29.1>\n",
       "<MrsSpec name=R-83908945 snr=47.9>,\n",
       "           [MrsEpoch epoch=83908992 nspec=2]\n",
       "<MrsSpec name=B-83908992 snr=27.1>\n",
       "<MrsSpec name=R-83908992 snr=44.7>,\n",
       "           [MrsEpoch epoch=84447441 nspec=2]\n",
       "<MrsSpec name=B-84447441 snr=22.1>\n",
       "<MrsSpec name=R-84447441 snr=35.5>,\n",
       "           [MrsEpoch epoch=84447465 nspec=2]\n",
       "<MrsSpec name=B-84447465 snr=23.4>\n",
       "<MrsSpec name=R-84447465 snr=38.0>,\n",
       "           [MrsEpoch epoch=84447488 nspec=2]\n",
       "<MrsSpec name=B-84447488 snr=21.6>\n",
       "<MrsSpec name=R-84447488 snr=35.3>,\n",
       "           [MrsEpoch epoch=84447511 nspec=2]\n",
       "<MrsSpec name=B-84447511 snr=23.2>\n",
       "<MrsSpec name=R-84447511 snr=36.6>,\n",
       "           [MrsEpoch epoch=84454650 nspec=2]\n",
       "<MrsSpec name=B-84454650 snr=38.5>\n",
       "<MrsSpec name=R-84454650 snr=66.5>,\n",
       "           [MrsEpoch epoch=84454696 nspec=2]\n",
       "<MrsSpec name=B-84454696 snr=38.5>\n",
       "<MrsSpec name=R-84454696 snr=64.0>,\n",
       "           [MrsEpoch epoch=84454719 nspec=2]\n",
       "<MrsSpec name=B-84454719 snr=41.7>\n",
       "<MrsSpec name=R-84454719 snr=68.5>,\n",
       "           [MrsEpoch epoch=84454742 nspec=2]\n",
       "<MrsSpec name=B-84454742 snr=39.3>\n",
       "<MrsSpec name=R-84454742 snr=64.6>], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# select a subsect of epochs\n",
    "msrc20 = msrc[msrc.snr[:,0]>20]\n",
    "msrc20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4880.0, 6900.0)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot all epochs (original flux and continuum flux)\n",
    "figure(figsize=(15,6))\n",
    "for i, ms in enumerate(msrc20):\n",
    "    plot(ms.wave, ms.flux)\n",
    "    plot(ms.wave, ms.flux_cont)\n",
    "xlim(4880,6900)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Flux + const.')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot all epochs (normalized flux)\n",
    "figure(figsize=(15,6))\n",
    "for i, ms in enumerate(msrc20):\n",
    "    plot(ms.wave, ms.flux_norm+i*0.5)\n",
    "ylim(0, 6.5)\n",
    "xlim(4880,6900)\n",
    "xlabel(\"Wavelength [$\\\\rm \\\\AA$]\")\n",
    "ylabel(\"Normalized Flux + const.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Flux + const.')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot all epochs (normalized flux) without strides\n",
    "figure(figsize=(15,6))\n",
    "for i, ms in enumerate(msrc20):\n",
    "    plot(ms.wave_B, ms.flux_norm_B+i*0.5)\n",
    "    plot(ms.wave_R, ms.flux_norm_R+i*0.5)\n",
    "ylim(0, 6.5)\n",
    "xlim(4880,6900)\n",
    "xlabel(\"Wavelength [$\\\\rm \\\\AA$]\")\n",
    "ylabel(\"Normalized Flux + const.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4900.0, 6900.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check mask\n",
    "figure(figsize=(15,6))\n",
    "plot(msrc20[0].wave, msrc20[0].flux)\n",
    "plot(msrc20[0].wave, msrc20[0].flux_cont)\n",
    "plot(msrc20[0].wave, (msrc20[0].mask>0)*6000)\n",
    "xlim(4900, 6900)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "default setting is:  {'niter': 3}\n"
     ]
    }
   ],
   "source": [
    "# renormalize using a different settting\n",
    "print(\"default setting is: \", ms.norm_kwargs)\n",
    "msrc20.normalize(niter=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
